{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pickle\n",
    "from sklearn import metrics\n",
    "import matplotlib.pyplot as plt\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = 'WUSTL-IIoT'\n",
    "dos_data = pd.read_pickle(f'data/{dataset}/dos_{dataset}.pkl')\n",
    "recon_data = pd.read_pickle(f'data/{dataset}/recon_{dataset}.pkl')\n",
    "comm_data = pd.read_pickle(f'data/{dataset}/comm_{dataset}.pkl')\n",
    "output = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_name = f'output_model_{output}'\n",
    "output_path = f'output/{dataset}/{output_name}/'\n",
    "\n",
    "dos_in = open(output_path+\"dos_scores.pkl\",\"rb\")\n",
    "dos_scores = pickle.load(dos_in)\n",
    "recon_in = open(output_path+\"recon_scores.pkl\",\"rb\")\n",
    "recon_scores = pickle.load(recon_in)\n",
    "comm_in = open(output_path+\"comm_scores.pkl\",\"rb\")\n",
    "comm_scores = pickle.load(comm_in)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [],
   "source": [
    "dos_data_scored = dos_data[len(dos_data)-len(dos_scores):].copy()\n",
    "dos_data_scored['ano_score'] = dos_scores\n",
    "\n",
    "recon_data_scored = recon_data[len(recon_data)-len(recon_scores):].copy()\n",
    "recon_data_scored['ano_score'] = recon_scores\n",
    "\n",
    "comm_data_scored = comm_data[len(comm_data)-len(comm_scores):].copy()\n",
    "comm_data_scored['ano_score'] = comm_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best roc-thresh: 5.686764240264893, tpr: 0.997484196411468, fpr: 0.05991811191371792\n",
      "Area under ROC curve: 0.970938026749676\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best pr-thresh: 5.977438926696777, f1-score: 0.9248806214810062\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dos_y_true = dos_data_scored['Target']\n",
    "dos_scores = dos_data_scored['ano_score']\n",
    "fpr_dos, tpr_dos, dos_roc_thresholds = metrics.roc_curve(dos_y_true, dos_scores)\n",
    "dos_roc_auc = metrics.auc(fpr_dos, tpr_dos)\n",
    "dos_roc_gmeans = np.sqrt(tpr_dos * (1-fpr_dos))\n",
    "dos_roc_ix = np.argmax(dos_roc_gmeans)\n",
    "print(f'Best roc-thresh: {dos_roc_thresholds[dos_roc_ix]}, tpr: {tpr_dos[dos_roc_ix]}, fpr: {fpr_dos[dos_roc_ix]}')\n",
    "print(f'Area under ROC curve: {dos_roc_auc}')\n",
    "\n",
    "plt.plot([0,1], [0,1], linestyle='--', label='No Skill')\n",
    "plt.plot(fpr_dos, tpr_dos, label='DoS data')\n",
    "plt.plot([], [], ' ', label=f\"AUC = {dos_roc_auc:.4f}\")\n",
    "plt.scatter(fpr_dos[dos_roc_ix], tpr_dos[dos_roc_ix], marker='o', color='C1', label='Best')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "dos_positive_ratio = dos_y_true.sum()/len(dos_y_true)\n",
    "dos_precision, dos_recall, dos_pr_thresholds = metrics.precision_recall_curve(dos_y_true, dos_scores)\n",
    "dos_pr_auc = metrics.auc(fpr_dos, tpr_dos)\n",
    "eps = 1e-20\n",
    "dos_pr_f1score = 2/((1/(dos_precision+eps))+(1/(dos_recall+eps)))\n",
    "dos_pr_ix = np.argmax(dos_pr_f1score)\n",
    "print(f'Best pr-thresh: {dos_pr_thresholds[dos_pr_ix]}, f1-score: {dos_pr_f1score[dos_pr_ix]}')\n",
    "\n",
    "plt.axhline(y = dos_positive_ratio, linestyle='--', label='No Skill')\n",
    "plt.plot(dos_recall[1:-1], dos_precision[1:-1], label='DoS data', color='C1')\n",
    "plt.plot([], [], ' ', label=f\"Best F1 = {dos_pr_f1score[dos_pr_ix]:.4f}\")\n",
    "plt.scatter(dos_recall[dos_pr_ix], dos_precision[dos_pr_ix], marker='o', color='C1', label='Best')\n",
    "plt.xlabel('Recall')\n",
    "plt.ylabel('Precision')\n",
    "plt.ylim((0,1))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best roc-thresh: 3.330275058746338, tpr: 0.9984223300970874, fpr: 0.028320104410824633\n",
      "Area under ROC curve: 0.9926237959273417\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best pr-thresh: 10.756420135498047, f1-score: 0.7187679907887162\n"
     ]
    },
    {
     "data": {
      "image/png": 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jfPnyBmDMmTPHMAzDmDJlilGjRg2jTJkyRmRkpPHJJ58YgHHq1KnCXN4S53I/q4X5/tZsKRERD3e5GSgiJUlxzZZSt5SIiIh4FCU3IiIi4lGU3IiIiIhHUXIjIiIiHkXJjYiIiHgUJTciIiLiUZTciIiIiEdRciMiIiIeRcmNiIiIeBQlNyIiIuJRlNyIiEiJNWDAAGw2m+NWqVIlunXrxh9//FFs7zFhwgRatmxZoHoXxpJ9W7FiBQBbt26lV69e1K1bF5vNxtSpU4stxsv5448/6Ny5MwEBAYSGhvL6669ftv7cuXPz/Bw2m42jR48CcPjwYfr06UPDhg3x8vLimWeeyfO1pk6dSqNGjShTpgyhoaEMHz6c1NRUx/NZWVmMHTuWsLAwypQpQ/369Xn55Zdx9s5PPk59dRERkavUrVs35syZA0BCQgJjxozhzjvvJD4+3uWxNG3a1JHMZKtYsSIAZ8+epV69etx///0MHz7cJfEkJSVx2223ERERwYwZM9iyZQuPPPII5cuX5/HHH8/znN69e9OtW7dcZQMGDCA1NZWqVasCkJaWRpUqVRgzZgxvv/12nq+zYMECXnzxRT7++GM6duzIrl27HMnolClTAJg8eTIffPAB8+bNo2nTpmzYsIGBAwcSEhLC008/XYxX4iLFvqVnCaddwUWktPG0XcF/+uknAzCOHj3qKIuPjzfuv/9+IyQkxKhQoYJx1113GXFxcY7nV61aZbRr184IDAw0QkJCjI4dOxr79+835syZYwC5btk7b19s/PjxRosWLQoUd506dYy33367cB+2CKZPn25UqFDBSEtLc5SNGDHCaNSoUYFf4+jRo4avr6/xySef5Pl8ly5djGHDhl1SPmTIEOOWW27JVRYVFWV06tTJ8fiOO+4wHnnkkVx17r33XqNv3755vldx7QqubikREXEbycnJfPbZZzRo0IBKlSoBkJGRQWRkJEFBQfz000+sXbuWcuXK0a1bN9LT08nMzKRnz5506dKFP/74g3Xr1vH4449js9no3bs3zz77LE2bNuXw4cMcPnyY3r17u+zzxMfHU65cucveXnvttXzPX7duHTfddBN+fn6OssjISHbu3MmpU6cKFMMnn3xCYGAg9913X6Fi79ixIxs3bmT9+vUA7Nu3j2+++Ybbb789V52VK1eya9cuADZv3syaNWvo3r17od6rsNQtJSIiJdrSpUspV64cACkpKdSoUYOlS5fi5WX+fb5o0SLsdjuzZs3CZrMBMGfOHMqXL8/q1atp27YtiYmJ3HnnndSvXx+A6667zvH65cqVw8fHh+rVq18xli1btjhiAWjSpInjy70oatasSWxs7GXrZHd75SUhIYGwsLBcZdWqVXM8V6FChSvGMHv2bPr06UOZMmWuHPAF+vTpw/Hjx7nxxhsxDIPMzEyefPJJRo0a5ajz4osvkpSUROPGjfH29iYrK4tXX32Vvn37Fuq9CkvJjYiIlGhdu3blgw8+AODUqVNMnz6d7t27s379eurUqcPmzZvZs2cPQUFBuc5LTU1l79693HbbbQwYMIDIyEhuvfVWIiIieOCBB6hRo0ahY2nUqBFfffWV47G/v/9VfTYfHx8aNGhwVa9xNdatW8f27dv59NNPC33u6tWree2115g+fTodOnRgz549DBs2jJdffpmxY8cC8PnnnzN//nwWLFhA06ZNiY2N5ZlnnqFmzZr079+/uD+Og5IbEREp0cqWLZsrAZg1axYhISHMnDmTV155heTkZNq0acP8+fMvObdKlSqA2ZLz9NNPExMTw6JFixgzZgzLly/nhhtuKFQsfn5+xZqMxMfH06RJk8vWGTVqVK7WkAtVr16dI0eO5CrLflyQlqhZs2bRsmVL2rRpU8CIc4wdO5aHH36YRx99FIBmzZqRkpLC448/zujRo/Hy8uL555/nxRdf5MEHH3TUOXDgANHR0UpuREREstlsNry8vDh37hwArVu3ZtGiRVStWpXg4OB8z2vVqhWtWrVi5MiRhIeHs2DBAm644Qb8/PzIyspyVfi5XG23VHh4OKNHjyYjIwNfX18Ali9fTqNGja7YJZWcnMznn39OdHR0oeMGc3ZYdtdgNm9vbwDHVO/86tjt9iK9Z0EpuRERkRItLS2NhIQEwOyWev/990lOTqZHjx4A9O3blzfeeIO7776bl156idq1a3PgwAG++OILXnjhBTIyMvjoo4+46667qFmzJjt37mT37t3069cPgLp16xIXF0dsbCy1a9cmKCioSN1N6enpbNu2zXF86NAhYmNjKVeuXL6tPVfbLdWnTx8mTpzIoEGDGDFiBH/++SfvvPNOrunbX375JSNHjmTHjh25zl20aBGZmZk89NBDeb52dtKVnJzMsWPHiI2Nxc/Pz9HS1KNHD6ZMmUKrVq0c3VJjx46lR48ejiSnR48evPrqq1xzzTU0bdqU33//nSlTpvDII48U+TMXyBXnU3kYTQUXkdLG3aeCc8E07aCgIKNdu3bG4sWLc9U7fPiw0a9fP6Ny5cqGv7+/Ua9ePeOxxx4zEhMTjYSEBKNnz55GjRo1DD8/P6NOnTrGuHHjjKysLMMwDCM1NdXo1auXUb58+auaCh4XF3fJtHLA6NKlSzFdjbxt3rzZuPHGGw1/f3+jVq1axqRJk3I9nz3d/WLh4eFGnz598n3dvD5LnTp1HM9nZGQYEyZMMOrXr28EBAQYoaGhxuDBg41Tp0456iQlJRnDhg0zrrnmGiMgIMCoV6+eMXr06FxT1y9UXFPBbec/QKmRlJRESEgIiYmJl22+FBHxFKmpqcTFxREWFkZAQIDV4Yjk63I/q4X5/tY6NyIiIuJRlNyIiIiIR1FyIyIiIh7F8uRm2rRp1K1bl4CAADp06HDFlR6vtAOpiIiIlG6WJjeLFi0iKiqK8ePHs2nTJlq0aEFkZKRjy/WLZe9AOn78eLZv387s2bNZtGhRvosbiYiISOljaXIzZcoUHnvsMQYOHEiTJk2YMWMGgYGBfPzxx3nW//nnn+nUqRN9+vShbt263Hbbbfzzn/+8qn09RMSDZWVA6ZoQKiJYuIhfeno6GzduZOTIkY4yLy8vIiIiWLduXZ7ndOzYkc8++4z169fTvn17xw6kDz/8cL7vk5aWRlpamuNxUlJS8X0IEbl6mWlwaj/4BkJAMMT9BIdjIeUYHN4MKcch8aBZ17csZKSYx14+YM80j2u0hAp1wD8YDm2Eo9vM18s4az4fEAIRE6F1P/DydvEHFBFXsyy5OX78OFlZWY7dS7NVq1btklUUsxVkB9KLRUdHM3HixGKNXUQKICsDDLuZgCQdNhOWv36DPxaBPQvSivCHRnZiAzmJDZivfTj2orpnc45TE2HpM+YNILQDJB6C7pPguh6Fj0NESjS32n6hIDuQXmzkyJFERUU5HiclJREaGuqqkEVKh+SjsGcFrH3HbIXJdMIg//r/gIO/mi09IbXN5CU594aBNO8Np+Oh8R1Q90awecOvH0LsZ7nrHfzVvF90ftn5O6ZAy77gqwXuRDyBZclN5cqV8fb2znM30/x2Mi3IDqQX8/f3v+ot6UXcyul42Lca1rwNJ/eZZTePgi4vgM129a9/ZBvE/wyHfoezx2FXTMHOK1fN7B7KSAW/slCtKdTvCqE3QKX6ZqJiz4KQWlcf44V6TjNvycdgx1IzCduxNHedZVHmDaBKY7j3I6jRonjjEBGXsSy58fPzo02bNqxcuZKePXsCYLfbWblyJUOHDs3znILsQCpSKp2Oh5Uvw9+/w4ndlz6/+jVIPQ3dCrH7b2oS7FsFu7+D3z+7cn3/EPD2hXpdoGJ9aBBhjpWp0xGCalw5sQrK+4+aYlOuCrQdaN6yrXwJfnord71jO+DDmwAbjDkCPvrjyEoDBgxg3rx5jscVK1akXbt2vP766zRv3vyqX3/ChAksWbLkijtzi3uxtFsqKiqK/v3707ZtW9q3b8/UqVNJSUlh4EDzl0+/fv2oVauWYzv2guxAKlIqGIaZeGycB3E/wrmTVz7nl+lmy8n1vczxKhXrwYk9kLDFvJ07fWn3zeWUqw6120LzB6B2OwiumUelDgV/PSv8Y5x5S02E3+fD+o/gVNz5Jw14pap52Gu2ed2Ko+XL3dmz4MDPZktbuWpm8urkQdrdunVjzpw5ACQkJDBmzBjuvPNO4uPjnfq+4r4sTW569+7NsWPHGDduHAkJCbRs2ZKYmBjHIOP4+PhcLTVjxozBZrMxZswYDh06RJUqVRzbqYuUCinHYfO/YP1MOH3g0ucjJppfwuUvGFe2bjp8e35W4upo81ZQFcKgbGVzIHBwLbPlp/4t4B90dZ+jpAkIgfDB5u3sSXg9LPfz/xlk3gD6fw1hN7k+xpJg21cQMwKS/s4pC64J3SZDk7uc9rb+/v6O4QrVq1fnxRdfpHPnzhw7dowqVapw8OBBnn32Wb777ju8vLzo3Lkz77zzDnXr1gXM8ZovvPACW7duxdfXl6ZNm7JgwQJWrVrlmHBiO5+4zpkzhwEDBjjts4hraFdwkZIuMx22LYEvHss9/TnbLWOhxYPmINu8pCbBpEIMor9hiDklu8WDUL5O6W2tyEiFyXUh89ylz1VuBEPdZ32tYtkVfNtX8Hk/4OKvjPM/Hw984pQEZ8CAAZw+fZolS5YAkJyczHPPPcfKlSvZuXMnWVlZtGjRgvDwcJ555hl8fHx45ZVX2LhxI3/88QdeXl5UrlyZxx57jCeffJL09HTWr19P165dqVKlCmPHjiUmJoYVK1YAEBISQpkyZYr9c0jBFNeu4G41W0qkVDkdDxvmwO+fmmu+gJnY1GwFrfubLTQBBUjQA4JhQqJ5bBhmF0zyEXNGU7VmkMdAfMGcOTUmwTxOTYQPu+R0WR3fCRNCcq6rp7NnmS02lyQ2nC+zQcyL5iw1J3RRLV26lHLlygGQkpJCjRo1WLp0KV5eXixYsAC73c6sWbNytb6UL1+e1atX07ZtWxITE7nzzjupX78+ANddd53jtcuVK4ePj0++E1nEPSm5ESlJ7FmwZyVsmA27viXXl0mDW83xITWuYhClzQZlyps3KbiAEBgWCxnn4NULvgRLS4Jz4OfcXVGXMCDpkFkvrHOxv33Xrl354IMPADh16hTTp0+ne/furF+/ns2bN7Nnzx6CgnJ3laamprJ3715uu+02BgwYQGRkJLfeeisRERE88MAD1KhRo9jjlJJDyY2I1QzD/FLYtsQc0HqhsC7Q7lFo1N2ciSTW8i0D407BSxVyyt5sCM/tsi4mV7h4PaGrrVdIZcuWpUGDBo7Hs2bNIiQkhJkzZ5KcnEybNm2YP3/+JedVqVIFMFtynn76aWJiYli0aBFjxoxh+fLl3HDDDU6JV6yn5EbEKhnnYMti+OUDOLo1p9zbD9o9Bm0fgcoN8j9frOHllTvBST5ituDcPxea3mNpaE5TrtqV6xSm3lWy2Wx4eXlx7tw5WrduzaJFi6hateplx2G0atWKVq1aMXLkSMLDw1mwYAE33HADfn5+ZGVluSRucR11tou4kmGYC+y9XNXs3vhqaE5iE1zLXGxvxAHo9poSm5LMywvGHM1d9u8BZpKzfqYlITlVnY7np/rnN7jcZv781unolLdPS0sjISGBhIQEtm/fzv/93/+RnJxMjx496Nu3L5UrV+buu+/mp59+Ii4ujtWrV/P000/z119/ERcXx8iRI1m3bh0HDhzgu+++Y/fu3Y5xN3Xr1iUuLo7Y2FiOHz+eay9CcV9quRFxBXsWbP8K1kzNvQdSYCXo+LS5oWNgRauik6Lw8Yfxp+Hb0fDLtJzyb56DP/8DA//nOTPNvLzN6d6f98NMcC4cWHz+M3ab5LT1bmJiYhxjZIKCgmjcuDH//ve/ufnmmwH48ccfGTFiBPfeey9nzpyhVq1a/OMf/yA4OJhz586xY8cO5s2bx4kTJ6hRowZDhgzhiSeeAKBXr1588cUXdO3aldOnT2squIfQVHARZ8pINdel+fndnK0QAMpWhV4zoe5Nmq3kKbZ+abbeXKjKdfDQ4vyn6btIsUwFh3zWuallJjZOXOdGSg9NBRcpyRK2wM/vmTtgZwsoD+0fhw5PmAvjiWdpeo+5UvPbTXPKjm03H0dMgI7D3D+RbXKXOd3bxSsUixSWkhuR4nLuFPz4Jqx7P3d5cG0IH2J2PfmXsyY2cY2Q2ubU8MObz+9Pdd6KCebtse+hVhuroiseXt5Ome4tUpyU3IhcrbMn4dcPzVlPaReseVKnE1zXA9oOAh8/6+IT16vRwkxyNi+EL5/IKZ95S+lYF0fEYkpuRIoq5Tj8NCX3YFKA8KHQ+VkNEBZzC4sWD8Jvs2DZs2ZZaVn4T8RCSm5ECutMAnz9DOz6X05ZcC247WVoco/7j6uQ4tfu0ZzkBiA6FJ7f6/IWvVI2f0TcUHH9jCq5ESkIux02L4BfZ8DRHWDPMMtrtICuo+Ha2zxn2q84x4UL/6UlwStV4K73zLFYTubra65uffbsWW0KKSVaeno6AN7eVzdIXcmNyOXY7eaMpyVPXvrc7W+a42nUUiMFkb2y8Xej4ZfpZtlX/2cuF9Dhcae+tbe3N+XLl+foUXPhwcDAQMcmkyIlhd1u59ixYwQGBuLjc3Xpida5EclLapK5y3HspfvV0PszaHynWmqk6NbPNBf7yxZYCf5vI5SpkP85V8kwDBISEjh9+rTT3kPkanl5eREWFoaf36VdtoX5/lZyIwLmtgjbv4a178ChDZc+32UE3DBYu2lL8TmxF95rnbts5F/gH5R3/WKSlZVFRkaGU99DpKj8/Pzwyqc1XIv4iRTUoY3wyT25p3BfqFZbs6UmuIZr4xLPV6k+vBAHn9xlLvoIEF3b3NLBia2C3t7eVz2eQaSk02ABKZ2Sj8HiQea6I3klNne9Z26M+NhKJTbiPIEV4ck10Lp/TtnE8mZLoogUmVpupHT5Oxbm3wcpx3KXN73H3BgwqJolYUkp1+Md2DQv5/F3YyDyVeviEXFzGnMjni8rE9ZMgVUXfVmUvwbun+v+y+GLZzAMs9Umm5O7p0TcjcbciKSfhR9fhzVv5/18h6fgtlfAW/8FpISw2eDxH+CjLubjlyrC+FPWxiTipvSbXTxHRqq5OeGvH+Rfp/9SbfonJVfNljnHht1szVHrjUihKbmRki/uR5jX4/J1rr8P/lyc93PNHoA73oSAkOKPTaS4jfzLnDUF8MXj0GumtfGIuCElN1IyGQYc3wXT2hes/sWJTauHofvr4BdY/LGJONOF69xs+VzJjUgRKLkR62Wmw4bZcPYElK0KO742W2sK64YhcMto8Ctb/DGKuNKFY2+Sj0K5qtbGI+JmlNyItXavgPm9Ll/nrveh1UNma072ypWGAWdPmuuEnD0BZSpqjyfxHBeOvfnyCXj4S8tCEXFHSm7EGoYB/3oQdsXk/XzFehAx0dzDKTtpuXBgpc0GZSuZx2UrOzdWESvt/d7qCETcjpIbcb3fZsOyqNxlfT6HKo2gXDXwCdAMEZHI1+DbUVZHIeKW1I4vrrXtv7kTm3o3m4uVNYyECnXBt4wSGxGAa2/LOf5tlnVxiLghJTfiOjuWweJHch7fPxf6/VfJjEheKjXIOV72rHVxiLghJTfiGj+8AQv7gD0Tmt0P406a+zmJSN5sNrjnw5zHp+Oti0XEzSi5EeeL/ResesU8viYces4AL29rYxJxBy0ezDn+Y5F1cYi4GSU34lzzH4AlT5rHZatA/6+1n5NIYQTVMO/3rLQ2DhE3ouRGnMMw4D+Pwe5vzccNu8Ozu8Db19q4RNxNw0jzPuOctXGIuBElN+IcP71lLh0P5gJ7D87XInsiRVH7/BYkh2MtDUPEnah/QIpXViZMugYyUszH3V+HDk9YG5OIO7vmhpzjvzZA7bbWxSLiJvSntBSvxQNyEptWDymxEblalernHP8w2bo4RNyIkhspPhvmwPavzePASuaeUCJy9Zrea97v/s7aOETchJIbKR5xP8E3z5nHXcfAC/u0OJ9Icbn+3pzj5GPWxSHiJpTcyNX7Oxbm3Wku0Hd9L7jpOasjEvEsje/MOZ57u3VxiLgJJTdydVITYWbXnMd3T1OLjUhxs9kg7Cbz+Pgua2MRcQNKbqToDAP+OwQMO/gGwvP7zI0vRaT43Twy51hr3ohclpIbKbpfPzQHEHv5woClULaS1RGJeK46HXOOT+6zLg4RN6DkRormr43w3Rjz+LZXoFYba+MRKQ0q1DXvf3jd0jBESjolN1J4507BvweAPQOuu0tr2Yi4SlBN837bEnPBTBHJk5IbKRzDgCVDIDHe/Cvy7vc1gFjEVbpeMO7mwoH8IpKLkhspnHXTYOcy8PaD++dCQIjVEYmUHmE3QeVG5nHCH+b/RxG5hJIbKbjDf8CK8eZx5GtQs5W18YiURk/+lHP87Sjr4hApwZTcSMFkZcCSweZCfY3vhHaPWh2RSOnk4w/3zcl5vOo162IRKaGU3EjB/DQFjmyBMhXgzrc1zkbEShdux6DNNEUuoeRGrixhC/x4furp7W9CuarWxiMi8Nj3OccTQmDxI5B2xrp4REoQH6sDkBLu4u6o63tZHZGIwKVrS/35H/OWrXY7eHSFOWXc5gVe+ltWSg8lN3J5a942Z2WUqQB3TFF3lEhJMuIAfHoP/L3p0uf++s1s0clLswcg6RA07Gb+3zbsZquPzQbHdoJ/kLmHVfXmcMNgCKyo//viVmyGYRhWB+FKSUlJhISEkJiYSHBwsNXhlGwJf8JHN5uL9d07C5rfb3VEIpKfrAzY/R2kJcM3z0FakvPfs/w1EFwb4n82H3v7Q8s+cPoANL3HvHn7QXqKuf+czWYOiBYpgsJ8fyu5kbxlZcCsf8DhzdDoDnhwvv5yE3EnZ0/CvtVQ7XpzVfH0ZIj70VzdGODUfguDO69SAzixxzwOrAy1WpuJUEhtc5HQZvdDhTDwVieDKLm5LCU3BfTTFFg5EQLKw5BfIai61RGJiBXSzphdVVnpkPiXmSQtHw9+ZaF5b9i/Bg5tMOvWbmd2hznTkN+gSkPnvoeUSIX5/lY6LJc6sTdnemm3aCU2IqWZfxDUbpu7rO0jBTs35YTZ4utX1kyOUo7B+lnw13o4fRBCakHZKpB8NO9xQ3mZ1i7n2KcMDN8KZSsV7FwpNdRyI7nZs+CliuZx6A3wSIy6o0TEGhnnzCTo2A5Y+gycPXH5+tljfJrcDfX/Ab4BLglTXEMtN1J0G+fmHN/1rhIbEbGObxmzC6pKQ2hyl1l27jRs+gQ2fAyn4nLX3/qlef/HopwyLx+o1xVqtoROw8DmDX6BroheLKSWG8lx9iS819ocfHjLWLjpOasjEhHJX1YmbP8v7F4O+9dCYjxUbQJHtxXs/JBQ6PCEuYaXjz8E1dAfdCWYBhRfhpKby3i72flfDk3hiR81Q0FE3JNhwOFY2PaVOZ5nz3JIPlL41/EPNhdLDOsMVRqb6wEFlDfHEFVvBt6+xR25XIa6paTwdi83ExuA219XYiMi7stmg5qtzFu2rAxIOQ77VplT5AGS/ob9P+X5EoC5VtC+VeYtPz5l4Mbh0PwBCKwEAfqjuSRQy42Yg4g/6mLuIQUwIdHaeEREXCkr4/yU9x1wcD1smA2n46/+devdbHZ9ZZwzZ5jV7XT1r1mKuVW31LRp03jjjTdISEigRYsWvPfee7Rv3z7f+qdPn2b06NF88cUXnDx5kjp16jB16lRuv/32Ar2fkps8rHrNnPrtHwJPb4Kyla2OSESk5LJnweaF8N1oc4xiYVRtAteEQ3e1kBeW23RLLVq0iKioKGbMmEGHDh2YOnUqkZGR7Ny5k6pVL915Oj09nVtvvZWqVauyePFiatWqxYEDByhfvrzrg/cUZ0/mrGnT6f+U2IiIXImXN7Tqa94ulJoIcT/Bn4vh5D5zvM+Zw7nrHN1m3jbMNh/XbA1t+kObAVd+X3sWHPjZHD9UrhrU6WjGIpewtOWmQ4cOtGvXjvfffx8Au91OaGgo//d//8eLL754Sf0ZM2bwxhtvsGPHDnx9izaQSy03F1kxEdZMMY/HHNW+LyIiznBgHRzbDquiIeVo3nX8guAfY811ei5ePHXbVxAzwhwnlC24JnSbnDNN3sO5RbdUeno6gYGBLF68mJ49ezrK+/fvz+nTp/nvf/97yTm33347FStWJDAwkP/+979UqVKFPn36MGLECLy9885e09LSSEtLczxOSkoiNDRUyQ2Yg+umNoeMFHjwX9C4YF17IiJyFTLT4cgW+P4V2Pt9/vWu6QjtBpkLE37eD7j46/r8tPUHPikVCY5bdEsdP36crKwsqlWrlqu8WrVq7NixI89z9u3bx/fff0/fvn355ptv2LNnD4MHDyYjI4Px48fneU50dDQTJ04s9vg9wtp3zMSmRkto1N3qaERESgcfP3OK+cPnFx3cswI+63Vpvfifc3Zcz5MB2CDmRWh8h7qoLuBWo5nsdjtVq1blo48+wtvbmzZt2nDo0CHeeOONfJObkSNHEhUV5Xic3XJT6iUfhd9mmcddR2nhKhERqzSIyJmlas+CLYth97fw9+/m2J3LMiDpkDkWJ6yz00N1F5YlN5UrV8bb25sjR3IvrHTkyBGqV897o8YaNWrg6+ubqwvquuuuIyEhgfT0dPz8/C45x9/fH39/jSO5xNp3IOOs+dfDtbdZHY2IiIDZ+tKit3kDiBkFv0y78nlFWaTQg3lZ9cZ+fn60adOGlStXOsrsdjsrV64kPDw8z3M6derEnj17sNvtjrJdu3ZRo0aNPBMbyceZBLXaiIi4g4IOGQgIcW4cbsay5AYgKiqKmTNnMm/ePLZv385TTz1FSkoKAwcOBKBfv36MHDnSUf+pp57i5MmTDBs2jF27drFs2TJee+01hgwZYtVHcE9rpkJmKtRub+6cKyIiJVOdjuasKK7wR+j8+2DjPJeE5A4sHXPTu3dvjh07xrhx40hISKBly5bExMQ4BhnHx8fj5ZWTf4WGhvLtt98yfPhwmjdvTq1atRg2bBgjRoyw6iO4n+RjsHGOeaxWGxGRks3L25zu/Xk/zATnMhOcv37avNX/Bzz8hasiLJEsX6HY1Ur9OjerouGHSebCUY99r+RGRMQd5LnOTS3oNglqt4N/PWhuFnqhx3+Ami1dGaVTucU6N1Yp1clNxjl4uymcPQH3zYHr77U6IhERKagrrVAc9xPMuzP3Of4h8NxO8C3j2lidoDDf35aOuREX2/wvM7Epfw1c5/kLPomIeBQvb3O6d7P7zPuL17UJ62xOKe/8XE5ZWiK8Wh2WPWsuHlhKKLkpLex2WHd+OuENg7Vhm4iIp/rHWBh7Am4cnlP22yx4pYp1MblYkb7hsrKymDt3LitXruTo0aO5pmYDfP/9ZZaTFmvsioETe8zpgq0esjoaERFxJm8fiJgANVudH4x83oQQuH8eNO1pVWQuUaTkZtiwYcydO5c77riD66+/HpsGpZZ868zNSWkzEPyDrI1FRERco8ndZlfVm40gOcEs+3d/2HYP3D/X0tCcqUgDiitXrswnn3zC7be730aLpXJAccIWmHEjePnAM1vOr5kgIiKlyoLeZiv+hQb+zxyY7AacPqDYz8+PBg0aFCk4scD6meb9dT2U2IiIlFZ9FsHTsbnL5nSH99qYM7E8SJGSm2effZZ33nmHUjaL3D2dOw1b/m0et3vM0lBERMRiFcPMbqo7puSUndgDL1WElOPWxVXMijTmZs2aNaxatYr//e9/NG3aFF9f31zPf/FF6V4ZsUSJXWBukFm1qds0PYqIiJO1GwT1bob3WueUvVEfes02p5q7uSIlN+XLl+eee+4p7likuNnt8Nv5Lqn2j2o1YhERyVGpvtmK8/Uw2DjXLPvPIPjmeXhuF3j7Xvb0kkwrFHuyPSvgs17mCpVR28C/nNURiYhISZTX6sbP74OylayJJw8uW6H42LFjrFmzhjVr1nDs2LGreSlxhuyBxC37KLEREZH8hXWG0Qngc8E2DW/UgzcauOXKxkVKblJSUnjkkUeoUaMGN910EzfddBM1a9Zk0KBBnD17trhjlKI4tR92fWset3vU0lBERMQN+JaBMQm5VzZOOWaubHxir3VxFUGRkpuoqCh++OEHvv76a06fPs3p06f573//yw8//MCzzz5b3DFKUWz6FDCg/i1QWdP2RUSkgCImwLhTufcgfK+1OY7TTRR5Eb/Fixdz88035ypftWoVDzzwQInuoioVY27sWTC1GSQdMlegbKrB3yIiUgSzb4ODv+Y8HrAM6t5oSShOH3Nz9uxZqlWrdkl51apV1S1VEsT9aCY2AeWhYXeroxEREXc16DvwCch5PPcOSDtjXTwFVKTkJjw8nPHjx5OamuooO3fuHBMnTiQ8PLzYgpMiil1g3je7D3wDLl9XRETkcsYcgYEXbNsw8xbrYimgIq1z88477xAZGUnt2rVp0aIFAJs3byYgIIBvv/22WAOUQkpNhO1fm8ct+1gbi4iIeIY64VD/H7B3JRzfBcf3lOjxnEVqubn++uvZvXs30dHRtGzZkpYtWzJp0iR2795N06ZNiztGKYytSyDzHFRuBDVbX7G6iIhIgdw3O+d4Xg/r4iiAIrXcAAQGBvLYY9qrqMTJ7pJq2UcrEouISPEpUwHaPwHrP4Qzf8PB3yC0ndVR5anAyc1XX31F9+7d8fX15auvvrps3bvuuuuyz4uTnNwHB38Bmxc07211NCIi4mm6TzaTG4AFD8CIOGvjyUeBk5uePXuSkJBA1apV6dmzZ771bDYbWVmetXW62/jzP+Z9WBcIrmFtLCIi4nlsNrh5FKx+Dc6dhH8PhPvnWB3VJQo85sZut1O1alXHcX43JTYW+vP8buwesKOriIiUUF1egHLVzeOtX0BmmrXx5OGq9pa60OnTp4vrpaQojm6Ho9vAyxca32F1NCIi4qlsNhi8LufxK1WtiyUfRUpuJk+ezKJFixyP77//fipWrEitWrXYvHlzsQUnhZDdatMgwhz0JSIi4iyBFSEyOufx8T3WxZKHIiU3M2bMIDQ0FIDly5ezYsUKYmJi6N69O88//3yxBigFYBg5422u72VtLCIiUjqED845fr+NdXHkoUjJTUJCgiO5Wbp0KQ888AC33XYbL7zwAr/99luxBigFcHgznNxrblXfSNstiIiIi9z0Qs7xxJLTa1Ck5KZChQocPHgQgJiYGCIiIgAwDEMDiq2Q3WrTMBL8y1kbi4iIlB63jIYQs7EDww4n9lobz3lFSm7uvfde+vTpw6233sqJEyfo3t1sLfj9999p0KDkLsfskQzDXJUY4Pp7LQ1FRERKoQsHF79XMlbGL1Jy8/bbbzN06FCaNGnC8uXLKVfObC04fPgwgwcPvsLZUqwOb4bEeLNLqsGtVkcjIiKljX8QtBmQ87gEDC62GYZhWB2EKyUlJRESEkJiYiLBwcFWh3P1vn8FfnwDGt8JD863OhoRESmN7HZ46fyYmwphMCy22N+iMN/f2n7B3W1fat5fV7I3MRMREQ/m5QXXdIT4n+GU9VsyaPsFd3ZiLxzbDl4+5mBiERERq3R5Hj69xzw2DEs3by5wcmO32/M8Fgtt/9q8r9tZC/eJiIi1rgnPOU4+CkHVLAul2LZfEAtkJzfX3WltHCIiIr5lco7Tk62LgyImN08//TTvvvvuJeXvv/8+zzzzzNXGJAWR9Dcc2mAeN9JeUiIiUgIEVjbvLd5Ms0jJzX/+8x86dep0SXnHjh1ZvHjxVQclBbBjmXlfux0E17A2FhEREQAff/M+yw2TmxMnThASEnJJeXBwMMePH7/qoKQAdpyfJdVYXVIiIlJCZJw17xP/sjSMIiU3DRo0ICYm5pLy//3vf9SrV++qg5IrSE2C/WvMY00BFxGRkuLcKfPey9fSMAo8W+pCUVFRDB06lGPHjnHLLbcAsHLlSt566y2mTp1anPFJXvatBnsmVKwPlepbHY2IiIgptAMc/NX8jrJQkZKbRx55hLS0NF599VVefvllAOrWrcsHH3xAv379ijVAycOeFeb9tdpuQUREShCv82mFOyY3AE899RRPPfUUx44do0yZMo79pcTJDCMnudFeUiIiUpJ4eZv3Fic3RV7nJjMzkxUrVvDFF1+QvT3V33//TXKytXPbPd7R7ZB0CHwCoO6lM9ZEREQs484tNwcOHKBbt27Ex8eTlpbGrbfeSlBQEJMnTyYtLY0ZM2YUd5ySbc9y875u59wLJomIiFgteyDxsR3WhlGUk4YNG0bbtm05deoUZcrkfMHec889rFy5stiCkzzsPp/cNIiwNg4REZGLndxn3hvWbtNUpJabn376iZ9//hk/P79c5XXr1uXQoUPFEpjkIe0MxP9iHmswsYiIlDT1usCJ3YB1m2ZCEVtu7HZ7njt///XXXwQFBV11UJKPuB/BngEVwjQFXERESh7/8zlAVrqlYRQpubnttttyrWdjs9lITk5m/Pjx3H777cUVm1wsu0tKrTYiIlISeZ/ffiG7e8oiReqWevPNN+nWrRtNmjQhNTWVPn36sHv3bipXrsy//vWv4o5RQFPARUSk5Es7Y95nr1RskSIlN6GhoWzevJlFixaxefNmkpOTGTRoEH379s01wFiK0cl9kHjQHIle90aroxEREblUYEXzPsjaDZ0LndxkZGTQuHFjli5dSt++fenbt68z4pKL7f/JvK/dDvwCrY1FREQkLwGXbqpthUKPufH19SU1NdUZscjlZG+UGdbZ2jhERERKuCINKB4yZAiTJ08mM9PaFQhLDcOAuPMtN+qSEhERuawijbn57bffWLlyJd999x3NmjWjbNmyuZ7/4osviiU4Oe/EHkhOMEeh125vdTQiIiIlWpGSm/Lly9OrV6/ijkXyE/ejeR/aHnwDrI1FRETkigxL371QyY3dbueNN95g165dpKenc8sttzBhwgTNkHK27MHEdTXeRkRE5EoKNebm1VdfZdSoUZQrV45atWrx7rvvMmTIEGfFJmCOt9FgYhERkQIrVHLzySefMH36dL799luWLFnC119/zfz587Hbrd0gy6Md2wkpx8AnAGq1sToaERGREq9QyU18fHyu7RUiIiKw2Wz8/fffxR6YnJfdJRXaAXz8rY1FRETEDRQqucnMzCQgIPeAVl9fXzIyMoo1KLlA9i7gdTpZG4eIiEhBGW40oNgwDAYMGIC/f04LQmpqKk8++WSu6eCaCl6MDv5q3l/Twdo4RERErsRmszoCoJDJTf/+/S8pe+ihh4otGLlI4iFzPymbN9Rqa3U0IiIibqFQyc2cOXOcFYfk5eD5Lqnq14N/OWtjERERcRNF2n6huE2bNo26desSEBBAhw4dWL9+fYHOW7hwITabjZ49ezo3QKvEn++SCr3B2jhERETciOXJzaJFi4iKimL8+PFs2rSJFi1aEBkZydGjRy973v79+3nuuefo3NmD137JbrnReBsREZECszy5mTJlCo899hgDBw6kSZMmzJgxg8DAQD7++ON8z8nKyqJv375MnDiRevXquTBaF0pLhoQ/zWO13IiIiFuxdraUpclNeno6GzduJCIiwlHm5eVFREQE69aty/e8l156iapVqzJo0KArvkdaWhpJSUm5bm7h0AYwsiAkFEJqWR2NiIhIAZSM2VKWJjfHjx8nKyuLatWq5SqvVq0aCQkJeZ6zZs0aZs+ezcyZMwv0HtHR0YSEhDhuoaGhVx23SzjG26hLSkREpDAs75YqjDNnzvDwww8zc+ZMKleuXKBzRo4cSWJiouN28OBBJ0dZTBzjbdQlJSIiUhiFmgpe3CpXroy3tzdHjhzJVX7kyBGqV69+Sf29e/eyf/9+evTo4SjL3tfKx8eHnTt3Ur9+/Vzn+Pv751p00C3Y7XBoo3lcu521sYiIiLgZS1tu/Pz8aNOmDStXrnSU2e12Vq5cSXh4+CX1GzduzJYtW4iNjXXc7rrrLrp27UpsbKz7dDldycl9kJpobpZZranV0YiIiBSOO22/4AxRUVH079+ftm3b0r59e6ZOnUpKSgoDBw4EoF+/ftSqVYvo6GgCAgK4/vrrc51fvnx5gEvK3drfm8z76s3B29faWERERArKHbdfcIbevXtz7Ngxxo0bR0JCAi1btiQmJsYxyDg+Ph4vL7caGnT1srukarWxNg4RERE3ZHlyAzB06FCGDh2a53OrV6++7Llz584t/oCs5khuWlsbh4iIiBsqZU0ibiArAw7/YR6r5UZERKTQlNyUNEe2QlYaBIRARQ9dfVlERMSJlNyUNNldUjVbl5iBWSIiIu5EyU1Jkz1TSl1SIiLidkrGH+VKbkqaQ0puREREroaSm5IkLRmO7TCPNVNKRESkSJTclCRHtoJhh3LVIejS7SdERETkypTclCQJ56eA12hubRwiIiJuTMlNSXJ4s3lfXcmNiIi4MYv3llJyU5Ko5UZERNxZCVnCRMlNSZGVAUe3m8dquRERESkyJTclxbGdkJUO/sFQvo7V0YiIiLgtJTclRXaXVPVmUNp2QRcRESlG+hYtKbI3y1SXlIiIuD0NKBaAhC3mffVm1sYhIiJSZBpQLNkMIye50UwpERGRq6LkpiQ4tR/SEsHbD6o0tjoaERERt6bkpiTIbrWp0hi8fa2NRURExM0puSkJjm4z7zXeRkRE5KopuSkJspObqtdZG4eIiEhx0PYL4liZuGoTa+MQERG5Gtp+QQDISIUTe81jJTciIiJXTcmN1Y7vAiMLAspDUHWroxEREXF7Sm6slt0lVa1piWnOExERcWdKbqx2dKt5r8HEIiIixULJjdU0mFhERDyOZkuVbkpuRETEY5SM4RVKbqyUmgiJB83jqtp2QUREpDgoubHS0R3mfXAtKFPB2lhEREQ8hJIbK2llYhERkWKn5MZKSm5ERMQTafuFUkyDiUVExJOUkPXalNxY6fhu875yI2vjEBER8SBKbqySmgTJCeZx5QbWxiIiIuJBlNxY5cT5Vpty1SAgxNpYREREPIiSG6sc32PeV25obRwiIiIeRsmNVY7vMu8rqUtKREQ8jWZLlU7Z3VJquREREY+h2VKlm2Om1LXWxiEiIuJhlNxYwZ4FJ/aax0puREREipWSGyucjoesNPD2h5BQq6MRERHxKEpurHDi/EypSvXBy9vaWERERIqbtl8ohTTeRkREPJG2XyjFHNPAldyIiIgUNyU3VjihBfxEREScRcmNFRzdUlrAT0REpLgpuXG19JScDTMr1rM2FhEREQ+k5MbVTu0378tUMG8iIiIeR7OlSpeT+8x7tdqIiIjH0Wyp0ulknHlfIczaOERERDyUkhtXU8uNiIiIUym5cTUlNyIiIk6l5MbVTp3vlqqobikRERFnUHLjSplpkPiXeayWGxER8VTaW6oUOR0Phh38ykHZKlZHIyIiUry0t1QpdOFMqRLyAyAiIuJplNy4kmMwscbbiIiIOIuSG1fSTCkRERGnU3LjSpopJSIipYIGFJcearkRERGPVjLGkyq5cRV7Fpw6YB4ruREREXEaJTeukvQ32DPAyxeCalodjYiIiMdScuMqp+PN+/Kh4KXLLiIi4iwl4lt22rRp1K1bl4CAADp06MD69evzrTtz5kw6d+5MhQoVqFChAhEREZetX2I4kptrrI1DRETEw1me3CxatIioqCjGjx/Ppk2baNGiBZGRkRw9ejTP+qtXr+af//wnq1atYt26dYSGhnLbbbdx6NAhF0deSIkHzfuQUGvjEBERcbbSvv3ClClTeOyxxxg4cCBNmjRhxowZBAYG8vHHH+dZf/78+QwePJiWLVvSuHFjZs2ahd1uZ+XKlS6OvJBOnx9MXL6OtXGIiIg4SwlZfd/S5CY9PZ2NGzcSERHhKPPy8iIiIoJ169YV6DXOnj1LRkYGFStWzPP5tLQ0kpKSct0sceGYGxEREXEaS5Ob48ePk5WVRbVq1XKVV6tWjYSEhAK9xogRI6hZs2auBOlC0dHRhISEOG6hoRYlF6fPd0tpzI2IiIhTWd4tdTUmTZrEwoUL+fLLLwkICMizzsiRI0lMTHTcDh486OIoMde4SfzLPNaYGxEREafysfLNK1eujLe3N0eOHMlVfuTIEapXr37Zc998800mTZrEihUraN68eb71/P398ff3L5Z4i+xMwvk1bnwgqIa1sYiIiHg4S1tu/Pz8aNOmTa7BwNmDg8PDw/M97/XXX+fll18mJiaGtm3buiLUq5M9Uyq4Fnhbmk+KiIi4gLWzpSz/po2KiqJ///60bduW9u3bM3XqVFJSUhg4cCAA/fr1o1atWkRHRwMwefJkxo0bx4IFC6hbt65jbE65cuUoV66cZZ/jsrTGjYiIlAolY7aU5clN7969OXbsGOPGjSMhIYGWLVsSExPjGGQcHx+P1wUr+n7wwQekp6dz33335Xqd8ePHM2HCBFeGXnCOaeBKbkRERJzN8uQGYOjQoQwdOjTP51avXp3r8f79+50fUHE7rQX8REREXMWtZ0u5DXVLiYiIuIySG1dI1Bo3IiJSipT27Rc8nt1+wQJ+6pYSEREPpu0XSomUY5CVBjYvcyq4iIiIOJWSG2dLOr8ycbnq4O1rbSwiIiKlgJIbZ0v627wPrmltHCIiIqWEkhtnU3IjIiLiUkpunC17w0yNtxERkVJDs6U8W3bLTYiSGxEREVdQcuNs6pYSERFxKSU3zpakbikRERFXUnLjTHY7JB02j5XciIiIuISSG2c6exzsGYANgqpbHY2IiIhraPsFD5Y9U6pcNS3gJyIink/bL5QCmiklIiLickpunEkzpURERFxOyY0zaaaUiIiIyym5cSa13IiIiLickhtnciQ3arkRERFxFSU3zqR9pUREpFTRbCnPZrfDmewF/NQtJSIi4ipKbpzl3EnISjePg2pYG4uIiEgpouTGWbJbbQIrg4+ftbGIiIiUIkpunOXMEfNe2y6IiIi4lJIbZ0lOMO/LVbM2DhEREVfT3lIeKrtbSuNtRESktNDeUh7O0S2llhsRERFXUnLjLI5uKY25ERERcSUlN86ilhsRERFLKLlxljPnW2405kZEREodDSj2PIah2VIiIlIKaUCx5zp3Kmd1YiU3IiIiLqXkxhmyu6TKVADfAGtjERERKWWU3DiDZkqJiIhYRsmNM2imlIiIiGWU3DhDsmZKiYhIKabtFzzQGc2UEhGRUkjbL3gwxxo3GnMjIiLiakpunCE5e8yNkhsRERFXU3LjDGc0W0pERMQqSm6Km2Fc0C2lMTciIiKupuSmuKWdgcxz5rEGFIuISKmk2VKeJeWYee9XDvzKWhuLiIiIS2m2lGdKOW7el61sbRwiIiKllJKb4pZy1LwvW8XaOEREREopJTfFLbtbSsmNiIiIJZTcFDdHt5SSGxERKaW0/YKHSVa3lIiIlFLafsFDqVtKRETEUkpuiptmS4mIiFhKyU1xy265KVfV2jhERERKKSU3xU1TwUVERCyl5KY4ZWXAuVPmsZIbEREptTRbynOcPWHe27ygTAVrYxEREXE5zZbyPNnTwAMrg5e3tbGIiIiUUj5WB2CVs+mZ+KRnXlLuZbMR4Oudq15+Lq6bmniEAMAeWJnUi867uO659CyMfJrtbNgo41e0uqkZWdgvs3hSoJ+P5XXL+HpjO78WQlpmFln24qkb4OONl5dZNz3TTqbdXix1/X288S5C3YwsOxlZ+df18/bCx9ur0HUzs+ykX6aur7cXvkWom2U3SMvMyreuj5cXfj6Fr2u3G6QWU11vLxv+PubPu2EYnMsonrpX8//eWXX1O0K/I9zyd8T5Y8OAc5f5eS/q74iCKrXJTftXV+LlH3hJeddGVZgzsL3jcZuXV+T7S7FDWEUWPRHuePzKoh95Bfg5wcZD477NVbd57RC+Gnqj43HElB84dPpcnq97bdVyLI/q4nh81/tr2H00Oc+6tcqXYe2LtzgeP/DhOv74KzHPuhXL+rFp7K2Ox/0/Xs+vcSfzrFvG15vtL3dzPH7qs42s2nksz7oA+yfd4TiO+jyWb7Yk5Ft320uRjl90o774k/9s+ivfuhvHRFCpnD8Aryzdzqe/HMi37k8vdCW0ovlv+uZ3O/nox3351v1u+E00rBYEwLRVe3hn5e586/53SCdahJYHYM7aOKL/tyPfuv967AbC61cyj9fHM+6/W/Ot+/GAttzSuBoAS34/xPOL/8i37rQ+rbmjeQ0Avt16hCELNuVb9437mnN/21AAftx9jEfmbsi37kt3N6VfeF0A1sed5J8zf8m37sjujXmiS30A/jyUyN3T1uZbd9g/rmX4rQ0B2HMsmdve/jHfuo/fVI9Rt18HwKHT5+j8+qp86z58Qx1e7nk9ACdT0mnzyop86/ZqXZu3HmgBwLmMLJpc9H/yQrc3q870vm0cjy9X92p+R9w4eRUnU9LzrKvfETn0O8Lklr8jzk8UPpueSdPL/D8q6u+IglK3VDGqyGkAjhNibSAiIiJW8AmAoBpkBlS0NAybYVi8AYSLJSUlERISwuFjJwgODr7k+atpRs6IGYPvL++R0e5JMm599bJ11eSsJme3bHJWt5S6pVxQV78jTPodkbtu9vd3YmJint/fuc657LMeLNDPJ9d/tsvVKyjfVLP51je4Kr5XOO/CXzZXUpi6F/5ydIe62V8+xV3Xz8cLvwI2TDqr7oW/FIqzrs8Fv8SKs663l63AP++FqevlpLo2m3PqQuH+3zurrn5HmPQ7ovB1Pfl3REGpW6o4aV8pERERyym5KU6OHcG19YKIiIhVlNwUJ22aKSIiYrkSkdxMmzaNunXrEhAQQIcOHVi/fv1l6//73/+mcePGBAQE0KxZM7755hsXRXoZhgFnldyIiIhYzfLkZtGiRURFRTF+/Hg2bdpEixYtiIyM5OjRo3nW//nnn/nnP//JoEGD+P333+nZsyc9e/bkzz//dHHkF0lPgcxU8ziwkrWxiIiIlGKWTwXv0KED7dq14/333wfAbrcTGhrK//3f//Hiiy9eUr93796kpKSwdOlSR9kNN9xAy5YtmTFjxhXfrzBTyQrl1H54pwV4+8OYI2ArGftriIiIeAK3mQqenp7Oxo0bGTlypKPMy8uLiIgI1q1bl+c569atIyoqKldZZGQkS5YsybN+WloaaWlpjseJiebKnElJSVcZ/UWOHIA0A4IqwJkzxfvaIiIipVz293ZB2mQsTW6OHz9OVlYW1apVy1VerVo1duzIe/nqhISEPOsnJOS9lHd0dDQTJ068pDw0NLSIUV/JGRitFYpFRESc4cyZM4SEXP571uMX8Rs5cmSulh673c7JkyepVKmSY1XL4pKUlERoaCgHDx4s3i4vyUXX2TV0nV1D19l1dK1dw1nX2TAMzpw5Q82aNa9Y19LkpnLlynh7e3PkyJFc5UeOHKF69ep5nlO9evVC1ff398ff3z9XWfny5YsedAEEBwfrP44L6Dq7hq6za+g6u46utWs44zpfqcUmm6Wzpfz8/GjTpg0rV650lNntdlauXEl4eHie54SHh+eqD7B8+fJ864uIiEjpYnm3VFRUFP3796dt27a0b9+eqVOnkpKSwsCBAwHo168ftWrVIjo6GoBhw4bRpUsX3nrrLe644w4WLlzIhg0b+Oijj6z8GCIiIlJCWJ7c9O7dm2PHjjFu3DgSEhJo2bIlMTExjkHD8fHxeHnlNDB17NiRBQsWMGbMGEaNGsW1117LkiVLuP766636CA7+/v6MHz/+km4wKV66zq6h6+waus6uo2vtGiXhOlu+zo2IiIhIcbJ8hWIRERGR4qTkRkRERDyKkhsRERHxKEpuRERExKMouSmkadOmUbduXQICAujQoQPr16+/bP1///vfNG7cmICAAJo1a8Y333zjokjdW2Gu88yZM+ncuTMVKlSgQoUKREREXPHfRUyF/XnOtnDhQmw2Gz179nRugB6isNf59OnTDBkyhBo1auDv70/Dhg31u6MACnudp06dSqNGjShTpgyhoaEMHz6c1NRUF0Xrnn788Ud69OhBzZo1sdls+e7reKHVq1fTunVr/P39adCgAXPnznV6nBhSYAsXLjT8/PyMjz/+2Ni6davx2GOPGeXLlzeOHDmSZ/21a9ca3t7exuuvv25s27bNGDNmjOHr62ts2bLFxZG7l8Je5z59+hjTpk0zfv/9d2P79u3GgAEDjJCQEOOvv/5yceTupbDXOVtcXJxRq1Yto3Pnzsbdd9/tmmDdWGGvc1pamtG2bVvj9ttvN9asWWPExcUZq1evNmJjY10cuXsp7HWeP3++4e/vb8yfP9+Ii4szvv32W6NGjRrG8OHDXRy5e/nmm2+M0aNHG1988YUBGF9++eVl6+/bt88IDAw0oqKijG3bthnvvfee4e3tbcTExDg1TiU3hdC+fXtjyJAhjsdZWVlGzZo1jejo6DzrP/DAA8Ydd9yRq6xDhw7GE0884dQ43V1hr/PFMjMzjaCgIGPevHnOCtEjFOU6Z2ZmGh07djRmzZpl9O/fX8lNART2On/wwQdGvXr1jPT0dFeF6BEKe52HDBli3HLLLbnKoqKijE6dOjk1Tk9SkOTmhRdeMJo2bZqrrHfv3kZkZKQTIzMMdUsVUHp6Ohs3biQiIsJR5uXlRUREBOvWrcvznHXr1uWqDxAZGZlvfSnadb7Y2bNnycjIoGLFis4K0+0V9Tq/9NJLVK1alUGDBrkiTLdXlOv81VdfER4ezpAhQ6hWrRrXX389r732GllZWa4K2+0U5Tp37NiRjRs3Orqu9u3bxzfffMPtt9/ukphLC6u+By1fodhdHD9+nKysLMfKydmqVavGjh078jwnISEhz/oJCQlOi9PdFeU6X2zEiBHUrFnzkv9QkqMo13nNmjXMnj2b2NhYF0ToGYpynfft28f3339P3759+eabb9izZw+DBw8mIyOD8ePHuyJst1OU69ynTx+OHz/OjTfeiGEYZGZm8uSTTzJq1ChXhFxq5Pc9mJSUxLlz5yhTpoxT3lctN+JRJk2axMKFC/nyyy8JCAiwOhyPcebMGR5++GFmzpxJ5cqVrQ7Ho9ntdqpWrcpHH31EmzZt6N27N6NHj2bGjBlWh+ZRVq9ezWuvvcb06dPZtGkTX3zxBcuWLePll1+2OjQpBmq5KaDKlSvj7e3NkSNHcpUfOXKE6tWr53lO9erVC1Vfinads7355ptMmjSJFStW0Lx5c2eG6fYKe5337t3L/v376dGjh6PMbrcD4OPjw86dO6lfv75zg3ZDRfl5rlGjBr6+vnh7ezvKrrvuOhISEkhPT8fPz8+pMbujolznsWPH8vDDD/Poo48C0KxZM1JSUnj88ccZPXp0rj0Npejy+x4MDg52WqsNqOWmwPz8/GjTpg0rV650lNntdlauXEl4eHie54SHh+eqD7B8+fJ860vRrjPA66+/zssvv0xMTAxt27Z1RahurbDXuXHjxmzZsoXY2FjH7a677qJr167ExsYSGhrqyvDdRlF+njt16sSePXscySPArl27qFGjhhKbfBTlOp89e/aSBCY7oTS05WKxsex70KnDlT3MwoULDX9/f2Pu3LnGtm3bjMcff9woX768kZCQYBiGYTz88MPGiy++6Ki/du1aw8fHx3jzzTeN7du3G+PHj9dU8AIo7HWeNGmS4efnZyxevNg4fPiw43bmzBmrPoJbKOx1vphmSxVMYa9zfHy8ERQUZAwdOtTYuXOnsXTpUqNq1arGK6+8YtVHcAuFvc7jx483goKCjH/961/Gvn37jO+++86oX7++8cADD1j1EdzCmTNnjN9//934/fffDcCYMmWK8fvvvxsHDhwwDMMwXnzxRePhhx921M+eCv78888b27dvN6ZNm6ap4CXRe++9Z1xzzTWGn5+f0b59e+OXX35xPNelSxejf//+uep//vnnRsOGDQ0/Pz+jadOmxrJly1wcsXsqzHWuU6eOAVxyGz9+vOsDdzOF/Xm+kJKbgivsdf7555+NDh06GP7+/ka9evWMV1991cjMzHRx1O6nMNc5IyPDmDBhglG/fn0jICDACA0NNQYPHmycOnXK9YG7kVWrVuX5+zb72vbv39/o0qXLJee0bNnS8PPzM+rVq2fMmTPH6XHaDEPtbyIiIuI5NOZGREREPIqSGxEREfEoSm5ERETEoyi5EREREY+i5EZEREQ8ipIbERER8ShKbkRERMSjKLkREQFsNhtLliwBYP/+/dhsNu2ALuKmlNyIiOUGDBiAzWbDZrPh6+tLWFgYL7zwAqmpqVaHJiJuSLuCi0iJ0K1bN+bMmUNGRgYbN26kf//+2Gw2Jk+ebHVoIuJm1HIjIiWCv78/1atXJzQ0lJ49exIREcHy5csBc4fn6OhowsLCKFOmDC1atGDx4sW5zt+6dSt33nknwcHBBAUF0blzZ/bu3QvAb7/9xq233krlypUJCQmhS5cubNq0yeWfUURcQ8mNiJQ4f/75Jz///DN+fn4AREdH88knnzBjxgy2bt3K8OHDeeihh/jhhx8AOHToEDfddBP+/v58//33bNy4kUceeYTMzEwAzpw5Q//+/VmzZg2//PIL1157Lbfffjtnzpyx7DOKiPOoW0pESoSlS5dSrlw5MjMzSUtLw8vLi/fff5+0tDRee+01VqxYQXh4OAD16tVjzZo1fPjhh3Tp0oVp06YREhLCwoUL8fX1BaBhw4aO177llltyvddHH31E+fLl+eGHH7jzzjtd9yFFxCWU3IhIidC1a1c++OADUlJSePvtt/Hx8aFXr15s3bqVs2fPcuutt+aqn56eTqtWrQCIjY2lc+fOjsTmYkeOHGHMmDGsXr2ao0ePkpWVxdmzZ4mPj3f65xIR11NyIyIlQtmyZWnQoAEAH3/8MS1atGD27Nlcf/31ACxbtoxatWrlOsff3x+AMmXKXPa1+/fvz4kTJ3jnnXeoU6cO/v7+hIeHk56e7oRPIiJWU3IjIiWOl5cXo0aNIioqil27duHv7098fDxdunTJs37z5s2ZN28eGRkZebberF27lunTp3P77bcDcPDgQY4fP+7UzyAi1tGAYhEpke6//368vb358MMPee655xg+fDjz5s1j7969bNq0iffee4958+YBMHToUJKSknjwwQfZsGEDu3fv5tNPP2Xnzp0AXHvttXz66ads376dX3/9lb59+16xtUdE3JdabkSkRPLx8WHo0KG8/vrrxMXFUaVKFaKjo9m3bx/ly5endevWjBo1CoBKlSrx/fff8/zzz9OlSxe8vb1p2bIlnTp1AmD27Nk8/vjjtG7dmtDQUF577TWee+45Kz+eiDiRzTAMw+ogRERERIqLuqVERETEoyi5EREREY+i5EZEREQ8ipIbERER8ShKbkRERMSjKLkRERERj6LkRkRERDyKkhsRERHxKEpuRERExKMouRERERGPouRGREREPIqSGxEREfEo/w/JDHOV0cLmgAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recon_y_true = recon_data_scored['Target']\n",
    "recon_scores = recon_data_scored['ano_score']\n",
    "fpr_recon, tpr_recon, recon_roc_thresholds = metrics.roc_curve(recon_y_true, recon_scores)\n",
    "recon_roc_auc = metrics.auc(fpr_recon, tpr_recon)\n",
    "recon_roc_gmeans = np.sqrt(tpr_recon * (1-fpr_recon))\n",
    "recon_roc_ix = np.argmax(recon_roc_gmeans)\n",
    "print(f'Best roc-thresh: {recon_roc_thresholds[recon_roc_ix]}, tpr: {tpr_recon[recon_roc_ix]}, fpr: {fpr_recon[recon_roc_ix]}')\n",
    "print(f'Area under ROC curve: {recon_roc_auc}')\n",
    "\n",
    "plt.plot([0,1], [0,1], linestyle='--', label='No Skill')\n",
    "plt.plot(fpr_recon, tpr_recon, label='Recon data')\n",
    "plt.plot([], [], ' ', label=f\"AUC = {recon_roc_auc:.4f}\")\n",
    "plt.scatter(fpr_recon[recon_roc_ix], tpr_recon[recon_roc_ix], marker='o', color='C1', label='Best')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "recon_positive_ratio = recon_y_true.sum()/len(recon_y_true)\n",
    "recon_precision, recon_recall, recon_pr_thresholds = metrics.precision_recall_curve(recon_y_true, recon_scores)\n",
    "recon_pr_auc = metrics.auc(fpr_recon, tpr_recon)\n",
    "eps = 1e-20\n",
    "recon_pr_f1score = 2/((1/(recon_precision+eps))+(1/(recon_recall+eps)))\n",
    "recon_pr_ix = np.argmax(recon_pr_f1score)\n",
    "print(f'Best pr-thresh: {recon_pr_thresholds[recon_pr_ix]}, f1-score: {recon_pr_f1score[recon_pr_ix]}')\n",
    "\n",
    "plt.axhline(y = recon_positive_ratio, linestyle='--', label='No Skill')\n",
    "plt.plot(recon_recall[1:-1], recon_precision[1:-1], label='Recon data', color='C1')\n",
    "plt.plot([], [], ' ', label=f\"Best F1 = {recon_pr_f1score[recon_pr_ix]:.4f}\")\n",
    "plt.scatter(recon_recall[recon_pr_ix], recon_precision[recon_pr_ix], marker='o', color='C1', label='Best')\n",
    "plt.xlabel('Recall')\n",
    "plt.ylabel('Precision')\n",
    "plt.ylim((0,1))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best roc-thresh: 2.6414637565612793, tpr: 0.9808917197452229, fpr: 0.05023128192914957\n",
      "Area under ROC curve: 0.9957454756379965\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best pr-thresh: 2369.41015625, f1-score: 0.8901472253680635\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comm_y_true = comm_data_scored['Target']\n",
    "comm_scores = comm_data_scored['ano_score']\n",
    "fpr_comm, tpr_comm, comm_roc_thresholds = metrics.roc_curve(comm_y_true, comm_scores)\n",
    "comm_roc_auc = metrics.auc(fpr_comm, tpr_comm)\n",
    "comm_roc_gmeans = np.sqrt(tpr_comm * (1-fpr_comm))\n",
    "comm_roc_ix = np.argmax(comm_roc_gmeans)\n",
    "print(f'Best roc-thresh: {comm_roc_thresholds[comm_roc_ix]}, tpr: {tpr_comm[comm_roc_ix]}, fpr: {fpr_comm[comm_roc_ix]}')\n",
    "print(f'Area under ROC curve: {comm_roc_auc}')\n",
    "\n",
    "plt.plot([0,1], [0,1], linestyle='--', label='No Skill')\n",
    "plt.plot(fpr_comm, tpr_comm, label='Comm-Back data')\n",
    "plt.plot([], [], ' ', label=f\"AUC = {comm_roc_auc:.4f}\")\n",
    "plt.scatter(fpr_comm[comm_roc_ix], tpr_comm[comm_roc_ix], marker='o', color='C1', label='Best')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "comm_positive_ratio = comm_y_true.sum()/len(comm_y_true)\n",
    "comm_precision, comm_recall, comm_pr_thresholds = metrics.precision_recall_curve(comm_y_true, comm_scores)\n",
    "comm_pr_auc = metrics.auc(fpr_comm, tpr_comm)\n",
    "eps = 1e-20\n",
    "comm_pr_f1score = 2/((1/(comm_precision+eps))+(1/(comm_recall+eps)))\n",
    "comm_pr_ix = np.argmax(comm_pr_f1score)\n",
    "print(f'Best pr-thresh: {comm_pr_thresholds[comm_pr_ix]}, f1-score: {comm_pr_f1score[comm_pr_ix]}')\n",
    "\n",
    "plt.axhline(y = comm_positive_ratio, linestyle='--', label='No Skill')\n",
    "plt.plot(comm_recall[1:-1], comm_precision[1:-1], label='Comm-Back data', color='C1')\n",
    "plt.plot([], [], ' ', label=f\"Best F1 = {comm_pr_f1score[comm_pr_ix]:.4f}\")\n",
    "plt.scatter(comm_recall[comm_pr_ix], comm_precision[comm_pr_ix], marker='o', color='C1', label='Best')\n",
    "plt.xlabel('Recall')\n",
    "plt.ylabel('Precision')\n",
    "plt.ylim((0,1))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary of results for model_11\n",
      "ROC AUC (dos/recon/comm): 0.970938, 0.992624, 0.995745\n",
      "Best F1-score (dos/recon/comm): 0.924881, 0.718768, 0.890147\n"
     ]
    }
   ],
   "source": [
    "print(f'Summary of results for model_{output}')\n",
    "print(f'ROC AUC (dos/recon/comm): {metrics.auc(fpr_dos, tpr_dos):.6f}, {metrics.auc(fpr_recon, tpr_recon):.6f}, {metrics.auc(fpr_comm, tpr_comm):.6f}')\n",
    "print(f'Best F1-score (dos/recon/comm): {dos_pr_f1score[dos_pr_ix]:.6f}, {recon_pr_f1score[recon_pr_ix]:.6f}, {comm_pr_f1score[comm_pr_ix]:.6f}')"
   ]
  }
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